Shivanath Devinarayanan · Updated
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If you cannot replay the run, it is not production. Exporting logs and building a private dashboard is not observability. The operator need: traces, cost per run, live capacity, attribution.
A visualizer that shows real traffic is the public product idea. The site rendering is paper: NumberStamp lists, dossier cards, chips. Not Grafana. The Agentforce hub is Agentforce that stays in production . Allowed operating fact: 200+ production agents. No dollar figures, no monthly LLM-bill claims.
Traces, cost, capacity
Traces
Spans for LLM calls, tool calls, and agent hops. A paper timeline of the decision path, not a private dashboard screenshot.
Cost
Cost is per agent run. Tokens, model routing, anomaly detection. No shared cloud bill pretending to be a budget.
Capacity
Live remaining throughput, log retention you can query, per-request tags that name a tenant or team.
How to hire
Hiring starts with a governed production agent on one documented job, then a consultation.
Start at stand up production AI agents , then book a consultation . These pages are the operating model. The nine services remain the paid catalog.
SHIVANATH DEVINARAYANAN · SALESFORCE MVP HALL OF FAME ·
SD
SHIVANATH DEVINARAYANAN · SALESFORCE MVP HALL OF FAME ·
SD
Stand up the first production agent
Hiring starts with a governed production agent on one documented job, then a consultation.
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